{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "057ed8f6",
   "metadata": {},
   "source": [
    "## LSTM Network - Prediction (model training)\n",
    "\n",
    "The example below will build the LSTM model on the FTSE 100 up to today (2024-01-03) and split the training/validation. Then the prediction module will look ahead 300 days and try to make a  prediction based on a random generation. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "53a4edc8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Copyright 2020-2024 Jordi Corbilla. All Rights Reserved.\n",
    "#\n",
    "# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
    "# you may not use this file except in compliance with the License.\n",
    "# You may obtain a copy of the License at\n",
    "#\n",
    "#     http://www.apache.org/licenses/LICENSE-2.0\n",
    "#\n",
    "# Unless required by applicable law or agreed to in writing, software\n",
    "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
    "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
    "# See the License for the specific language governing permissions and\n",
    "# limitations under the License.\n",
    "# ==============================================================================\n",
    "\n",
    "import os\n",
    "import warnings\n",
    "import secrets\n",
    "import pandas as pd\n",
    "import argparse\n",
    "\n",
    "from stock_prediction_class import StockPrediction\n",
    "from stock_prediction_lstm import LongShortTermMemory\n",
    "from stock_prediction_numpy import StockData\n",
    "from stock_prediction_plotter import Plotter\n",
    "from stock_prediction_readme_generator import ReadmeGenerator\n",
    "from stock_prediction_deep_learning import train_LSTM_network\n",
    "\n",
    "# Suppress TensorFlow warnings\n",
    "os.environ['TF_CPP_MIN_LOG_LEVEL'] = '3'  # or '3' to suppress all messages\n",
    "\n",
    "# Suppress other warnings\n",
    "warnings.filterwarnings(\"ignore\", category=UserWarning, module=\"tensorflow\")\n",
    "\n",
    "import tensorflow as tf\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import timedelta, datetime\n",
    "\n",
    "os.environ[\"PATH\"] += os.pathsep + 'C:/Program Files (x86)/Graphviz2.38/bin/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ce7e8a3a",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ticker: ^FTSE\n",
      "Start Date: 2017-11-01\n",
      "Validation Date: 2017-11-01\n",
      "Test Run Folder: ^FTSE_20240103_47d3b87006cce7206e95ae731317bd7f\n",
      "End Date: 2024-01-03\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "mean: [0.68902354]\n",
      "max 0.9999999999999998\n",
      "min 0.0\n",
      "Std dev: [0.20211829]\n",
      "plotting Data and Histogram\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_2\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "lstm_8 (LSTM)                (None, 3, 100)            40800     \n",
      "_________________________________________________________________\n",
      "dropout_8 (Dropout)          (None, 3, 100)            0         \n",
      "_________________________________________________________________\n",
      "lstm_9 (LSTM)                (None, 3, 50)             30200     \n",
      "_________________________________________________________________\n",
      "dropout_9 (Dropout)          (None, 3, 50)             0         \n",
      "_________________________________________________________________\n",
      "lstm_10 (LSTM)               (None, 3, 50)             20200     \n",
      "_________________________________________________________________\n",
      "dropout_10 (Dropout)         (None, 3, 50)             0         \n",
      "_________________________________________________________________\n",
      "lstm_11 (LSTM)               (None, 50)                20200     \n",
      "_________________________________________________________________\n",
      "dropout_11 (Dropout)         (None, 50)                0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 1)                 51        \n",
      "=================================================================\n",
      "Total params: 111,451\n",
      "Trainable params: 111,451\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "Epoch 1/100\n",
      "97/97 [==============================] - 23s 169ms/step - loss: 0.1174 - MSE: 0.2481 - val_loss: 0.0202 - val_MSE: 0.0969\n",
      "Epoch 2/100\n",
      "97/97 [==============================] - 15s 155ms/step - loss: 0.0246 - MSE: 0.0684 - val_loss: 0.0079 - val_MSE: 0.0539\n",
      "Epoch 3/100\n",
      "97/97 [==============================] - 16s 165ms/step - loss: 0.0171 - MSE: 0.0453 - val_loss: 0.0077 - val_MSE: 0.0395\n",
      "Epoch 4/100\n",
      "97/97 [==============================] - 16s 165ms/step - loss: 0.0148 - MSE: 0.0353 - val_loss: 0.0073 - val_MSE: 0.0323\n",
      "Epoch 5/100\n",
      "97/97 [==============================] - 15s 158ms/step - loss: 0.0125 - MSE: 0.0297 - val_loss: 0.0063 - val_MSE: 0.0277\n",
      "Epoch 6/100\n",
      "97/97 [==============================] - 15s 154ms/step - loss: 0.0115 - MSE: 0.0260 - val_loss: 0.0064 - val_MSE: 0.0246\n",
      "Epoch 7/100\n",
      "97/97 [==============================] - 15s 154ms/step - loss: 0.0107 - MSE: 0.0234 - val_loss: 0.0079 - val_MSE: 0.0224\n",
      "Epoch 8/100\n",
      "97/97 [==============================] - 15s 156ms/step - loss: 0.0112 - MSE: 0.0215 - val_loss: 0.0063 - val_MSE: 0.0207\n",
      "Epoch 9/100\n",
      "97/97 [==============================] - 15s 158ms/step - loss: 0.0106 - MSE: 0.0200 - val_loss: 0.0063 - val_MSE: 0.0194\n",
      "Epoch 10/100\n",
      "97/97 [==============================] - 15s 156ms/step - loss: 0.0096 - MSE: 0.0188 - val_loss: 0.0064 - val_MSE: 0.0183\n",
      "Epoch 11/100\n",
      "97/97 [==============================] - 15s 157ms/step - loss: 0.0093 - MSE: 0.0178 - val_loss: 0.0067 - val_MSE: 0.0173\n",
      "Epoch 12/100\n",
      "97/97 [==============================] - 15s 156ms/step - loss: 0.0097 - MSE: 0.0170 - val_loss: 0.0071 - val_MSE: 0.0166\n",
      "Epoch 12: early stopping\n",
      "saving weights\n",
      "plotting loss\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "plotting MSE\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "display the content of the model\n",
      "19/19 - 0s - loss: 0.0071 - MSE: 0.0163\n",
      "loss :  0.007140485104173422\n",
      "MSE :  0.016303468495607376\n",
      "\n",
      "plotting prediction results\n",
      "plotting predictions\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1400x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "prediction is finished\n"
     ]
    }
   ],
   "source": [
    "STOCK_TICKER = \"^FTSE\"\n",
    "STOCK_START_DATE = pd.to_datetime(\"2017-11-01\")\n",
    "STOCK_VALIDATION_DATE = pd.to_datetime(\"2021-09-01\")\n",
    "EPOCHS = 100\n",
    "BATCH_SIZE = 10\n",
    "TIME_STEPS = 3\n",
    "TODAY_RUN = datetime.today().strftime(\"%Y%m%d\")\n",
    "TOKEN = STOCK_TICKER + '_' + TODAY_RUN + '_' + secrets.token_hex(16)\n",
    "GITHUB_URL = \"https://github.com/JordiCorbilla/stock-prediction-deep-neural-learning/raw/master/\"\n",
    "print('Ticker: ' + STOCK_TICKER)\n",
    "print('Start Date: ' + STOCK_START_DATE.strftime(\"%Y-%m-%d\"))\n",
    "print('Validation Date: ' + STOCK_START_DATE.strftime(\"%Y-%m-%d\"))\n",
    "print('Test Run Folder: ' + TOKEN)\n",
    "# create project run folder\n",
    "PROJECT_FOLDER = os.path.join(os.getcwd(), TOKEN)\n",
    "if not os.path.exists(PROJECT_FOLDER):\n",
    "    os.makedirs(PROJECT_FOLDER)\n",
    "\n",
    "stock_prediction = StockPrediction(STOCK_TICKER, \n",
    "                                   STOCK_START_DATE, \n",
    "                                   STOCK_VALIDATION_DATE, \n",
    "                                   PROJECT_FOLDER, \n",
    "                                   GITHUB_URL,\n",
    "                                   EPOCHS,\n",
    "                                   TIME_STEPS,\n",
    "                                   TOKEN,\n",
    "                                   BATCH_SIZE)\n",
    "# Execute Deep Learning model\n",
    "train_LSTM_network(stock_prediction)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32e586ea",
   "metadata": {},
   "source": [
    "## Infer the Future Data (Predictions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "fc642506",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.9.1\n",
      "End Date: 2024-01-03\n",
      "[*********************100%%**********************]  1 of 1 completed\n",
      "mean: [0.71289174]\n",
      "max 0.9999999999999998\n",
      "min 0.0\n",
      "Std dev: [0.18956342]\n",
      "Latest Stock Price\n",
      "7682.330078125\n",
      "Latest Date\n",
      "2024-01-03 00:00:00\n",
      "Future Date\n",
      "2024-01-04 00:00:00\n",
      "Future Timespan Date\n",
      "2024-10-29 00:00:00\n",
      "WARNING:tensorflow:Layer lstm will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "W0103 18:45:57.727734 37492 lstm.py:544] Layer lstm will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Layer lstm_1 will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "W0103 18:45:57.821051 37492 lstm.py:544] Layer lstm_1 will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Layer lstm_2 will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "W0103 18:45:57.908474 37492 lstm.py:544] Layer lstm_2 will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Layer lstm_3 will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "W0103 18:45:57.996981 37492 lstm.py:544] Layer lstm_3 will not use cuDNN kernels since it doesn't meet the criteria. It will use a generic GPU kernel as fallback when running on GPU.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " lstm (LSTM)                 (None, 3, 100)            40800     \n",
      "                                                                 \n",
      " dropout (Dropout)           (None, 3, 100)            0         \n",
      "                                                                 \n",
      " lstm_1 (LSTM)               (None, 3, 50)             30200     \n",
      "                                                                 \n",
      " dropout_1 (Dropout)         (None, 3, 50)             0         \n",
      "                                                                 \n",
      " lstm_2 (LSTM)               (None, 3, 50)             20200     \n",
      "                                                                 \n",
      " dropout_2 (Dropout)         (None, 3, 50)             0         \n",
      "                                                                 \n",
      " lstm_3 (LSTM)               (None, 50)                20200     \n",
      "                                                                 \n",
      " dropout_3 (Dropout)         (None, 50)                0         \n",
      "                                                                 \n",
      " dense (Dense)               (None, 1)                 51        \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 111,451\n",
      "Trainable params: 111,451\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "10/10 [==============================] - 1s 27ms/step\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1400x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def infer_data():\n",
    "    print(tf.version.VERSION)\n",
    "    inference_folder = os.path.join(os.getcwd(), RUN_FOLDER)\n",
    "    stock = StockPrediction(STOCK_TICKER, STOCK_START_DATE, STOCK_VALIDATION_DATE, inference_folder, GITHUB_URL, EPOCHS, TIME_STEPS, TOKEN, BATCH_SIZE)\n",
    "\n",
    "    data = StockData(stock)\n",
    "\n",
    "    (x_train, y_train), (x_test, y_test), (training_data, test_data) = data.download_transform_to_numpy(TIME_STEPS, inference_folder)\n",
    "    min_max = data.get_min_max()\n",
    "\n",
    "    # load future data\n",
    "    print('Latest Stock Price')\n",
    "    latest_close_price = test_data.Close.iloc[-1]\n",
    "    latest_date = test_data[-1:]['Close'].idxmin()\n",
    "    print(latest_close_price)\n",
    "    print('Latest Date')\n",
    "    print(latest_date)\n",
    "\n",
    "    tomorrow_date = latest_date + timedelta(1)\n",
    "    # Specify the next 300 days\n",
    "    next_year = latest_date + timedelta(TIME_STEPS * 100)\n",
    "\n",
    "    print('Future Date')\n",
    "    print(tomorrow_date)\n",
    "\n",
    "    print('Future Timespan Date')\n",
    "    print(next_year)\n",
    "\n",
    "    x_test, y_test, test_data = data.generate_future_data(TIME_STEPS, min_max, tomorrow_date, next_year, latest_close_price)\n",
    "\n",
    "    # Check if the future data is not empty\n",
    "    if x_test.shape[0] > 0:\n",
    "        # load the weights from our best model\n",
    "        model = tf.keras.models.load_model(os.path.join(inference_folder, 'model_weights.h5'))\n",
    "        model.summary()\n",
    "\n",
    "        # perform a prediction\n",
    "        test_predictions_baseline = model.predict(x_test)\n",
    "        test_predictions_baseline = min_max.inverse_transform(test_predictions_baseline)\n",
    "        test_predictions_baseline = pd.DataFrame(test_predictions_baseline, columns=['Predicted_Price'])\n",
    "\n",
    "        # Combine the predicted values with dates from the test data\n",
    "        predicted_dates = pd.date_range(start=test_data.index[0], periods=len(test_predictions_baseline))\n",
    "        test_predictions_baseline['Date'] = predicted_dates\n",
    "        \n",
    "        # Reset the index for proper concatenation\n",
    "        test_data.reset_index(inplace=True)\n",
    "        \n",
    "        # Concatenate the test_data and predicted data\n",
    "        combined_data = pd.concat([test_data, test_predictions_baseline], ignore_index=True)\n",
    "        \n",
    "        # Plotting predictions\n",
    "        plt.figure(figsize=(14, 5))\n",
    "        plt.plot(combined_data['Date'], combined_data.Close, color='green', label='Simulated [' + STOCK_TICKER + '] price')\n",
    "        plt.plot(combined_data['Date'], combined_data['Predicted_Price'], color='red', label='Predicted [' + STOCK_TICKER + '] price')\n",
    "        plt.xlabel('Time')\n",
    "        plt.ylabel('Price [USD]')\n",
    "        plt.legend()\n",
    "        plt.title('Simulated vs Predicted Prices')\n",
    "        plt.savefig(os.path.join(inference_folder, STOCK_TICKER + '_future_comparison.png'))\n",
    "        plt.show()\n",
    "    else:\n",
    "        print(\"Error: Future data is empty.\")\n",
    "\n",
    "start_date = pd.to_datetime('2017-01-01')\n",
    "end_date = datetime.today()\n",
    "duration = end_date - start_date\n",
    "STOCK_VALIDATION_DATE = start_date + 0.8 * duration\n",
    "infer_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b787fe91",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
